Evaluation profile
AA-Omniscience
1sub-evals
2.53%Safety weight
0%Freedom weight
1components
Weights below are portfolio-specific global index weights.
Model score (lower is better)Predicted score
About this eval
Hallucination propensity on difficult closed-book factual questions under explicit encouragement to abstain when uncertain.
Included in the behavior ranking.
Sub-evals
| Measure | Component | Direction by ranking | Safety weight | Freedom weight |
|---|---|---|---|---|
| hallucination_rateaa-omniscience/aa-omniscience.csv:hallucination_rateMeasures whether the model avoids confidently giving incorrect answers across six thousand factual questions. | Safety: truthfulness_honesty:1.000aa-omniscience | Safety: lower | 2.53% | — |
hallucination_rate
Measures whether the model avoids confidently giving incorrect answers across six thousand factual questions.
| Rank | Model | Value | Relative performance | Provenance |
|---|---|---|---|---|
| 1 | minicpm5-1b | 0.009009 | official | |
| 2 | g9v3-3b | 0.1166 | official | |
| 3 | g9v3-39a5b | 0.1304 | official | |
| 4 | command-a-plus | 0.1416 | official | |
| 5 | lfm2.5-2.6b | 0.16 | official | |
| 6 | grok-4.3 | 0.1694 | official | |
| 7 | qwen3.8-27b | 0.1809 | official | |
| 8 | minimax-m3 | 0.1843 | official | |
| 9 | grok-4.20 | 0.1992 | official | |
| 10 | quasar-438b | 0.2144 | official | |
| 11 | minicpm5-2b | 0.2191 | official | |
| 12 | ling-3.0-flash-vl | 0.2205 | official | |
| 13 | k-exaone-2.0 | 0.226 | official | |
| 14 | grok-4.6 | 0.24 | official | |
| 15 | solar-pro-4 | 0.244 | official | |
| 16 | mimo-v2.5-pro | 0.247 | official | |
| 17 | solar-open2-250b | 0.2538 | official | |
| 18 | granite-4.2-30b | 0.2558 | official | |
| 19 | qwen3.7-max | 0.2563 | official | |
| 20 | claude-haiku-4.5 | 0.2571 | official | |
| 21 | grok-3-mini | 0.2582 | official | |
| 22 | k2-horizon-375b-a23b | 0.2585 | official | |
| 23 | glm-5.2 | 0.263 | official | |
| 24 | granite-4.2-3b | 0.2634 | official | |
| 25 | glm-5.3-flash | 0.2763 | official | |
| 26 | qwen3.7-plus | 0.2766 | official | |
| 27 | claude-sonnet-4 | 0.2912 | official | |
| 28 | glm-5.3 | 0.2955 | official | |
| 29 | nemotron-3-ultra-550b-a55b | 0.2969 | official | |
| 30 | glm-5.1 | 0.2995 | official | |
| 31 | mimo-v2-pro | 0.2998 | official | |
| 32 | gemma-3-270m | 0.3042 | official | |
| 33 | ling-3.0-tiny | 0.3046 | official | |
| 34 | k2-horizon-mova-36b-a4b | 0.3053 | official | |
| 35 | gemma-4-e4b | 0.3094 | official | |
| 36 | muse-spark-1.3 | 0.3146 | official | |
| 37 | mimo-v2.5 | 0.3193 | official | |
| 38 | granite-4.2-8b | 0.3197 | official | |
| 39 | gemma-4-e2b | 0.3236 | official | |
| 40 | agnes-2.5-pro-beta | 0.328 | official | |
| 41 | a-x-k2 | 0.3299 | official | |
| 42 | muse-spark-1.2 | 0.3329 | official | |
| 43 | k2-horizon-7b | 0.3363 | official | |
| 44 | gemini-3.5-flash-lite | 0.3436 | official | |
| 45 | qwen3.6-plus | 0.3464 | official | |
| 46 | glm-5 | 0.3532 | official | |
| 47 | minimax-m2.7 | 0.3556 | official | |
| 48 | qwen3.5-omni-plus | 0.37 | official | |
| 49 | nemotron-3.5-lightning | 0.3757 | official | |
| 50 | gpt-4o | 0.3792 | official | |
| 51 | motif-3 | 0.3877 | official | |
| 52 | qwen3.8-max | 0.3918 | official | |
| 53 | claude-opus-4.8 | 0.3925 | official | |
| 54 | claude-sonnet-5 | 0.3937 | official | |
| 55 | claude-3.7-sonnet | 0.3997 | official | |
| 56 | mimo-v2-omni | 0.4005 | official | |
| 57 | kimi-k2.6 | 0.405 | official | |
| 58 | claude-3.5-haiku | 0.4115 | official | |
| 59 | claude-opus-4.7 | 0.4229 | official | |
| 60 | llama-3.1-8b-instruct | 0.4304 | official | |
| 61 | jt-4.1-flash-236b-a21b | 0.4367 | official | |
| 62 | ling-3.0-flash | 0.4405 | official | |
| 63 | k2-horizon-3.7b | 0.4414 | official | |
| 64 | gpt-5-mini | 0.4432 | official | |
| 65 | gpt-6-astra | 0.4477 | official | |
| 66 | qwen3-coder-480b-a35b-instruct | 0.4493 | official | |
| 67 | qwen3.8-flash-next | 0.4532 | official | |
| 68 | qwen3.6-max-preview | 0.4619 | official | |
| 69 | lfm2.5-8b-a1b | 0.4691 | official | |
| 70 | agnes-3.0-flash | 0.4838 | official | |
| 71 | mimo-v2-flash | 0.4841 | official | |
| 72 | claude-sonnet-4.6 | 0.4845 | official | |
| 73 | claude-sonnet-4.5 | 0.4908 | official | |
| 74 | qwen3.6-27b | 0.4927 | official | |
| 75 | kimi-k2.5 | 0.4996 | official | |
| 76 | muse-spark-1.1 | 0.4998 | official | |
| 77 | qwen3.6-35b-a3b | 0.505 | official | |
| 78 | gemini-3.1-pro-preview | 0.5087 | official | |
| 79 | gpt-5.4-nano | 0.5113 | official | |
| 80 | glm-4.6v | 0.5146 | official | |
| 81 | gpt-5.1-codex-mini | 0.5158 | official | |
| 82 | gpt-5.1 | 0.5189 | official | |
| 83 | gemini-3.8-flash | 0.519 | official | |
| 84 | llama-3.1-405b-instruct | 0.5244 | official | |
| 85 | gpt-5-nano | 0.5262 | official | |
| 86 | kimi-k3 | 0.532 | official | |
| 87 | grok-4.5 | 0.5415 | official | |
| 88 | gemini-3.6-flash | 0.5563 | official | |
| 89 | kat-coder-pro-v2 | 0.5598 | official | |
| 90 | nova-lite | 0.5761 | official | |
| 91 | nanbeige4.1-3b | 0.581 | official | |
| 92 | claude-opus-5 | 0.5955 | official | |
| 93 | magistral-medium | 0.5966 | official | |
| 94 | nvidia-nemotron-nano-9b-v2 | 0.6049 | official | |
| 95 | mistral-medium-3 | 0.609 | official | |
| 96 | claude-opus-4.5 | 0.61 | official | |
| 97 | qwen3.5-0.8b | 0.6135 | official | |
| 98 | gpt-5.2 | 0.616 | official | |
| 99 | gemini-3.5-flash | 0.6176 | official | |
| 100 | devstral | 0.6219 | official | |
| 101 | glm-5-turbo | 0.6264 | official | |
| 102 | claude-opus-4.6 | 0.6284 | official | |
| 103 | lfm2.2-6b | 0.6289 | official | |
| 104 | inkling-small | 0.6299 | official | |
| 105 | claude-fable-5 | 0.6364 | official | |
| 106 | jt-35b-flash | 0.6384 | official | |
| 107 | grok-4 | 0.6449 | official | |
| 108 | gemini-3.7-flash | 0.6453 | official | |
| 109 | nova-micro | 0.6508 | official | |
| 110 | gpt-5.5-instant | 0.653 | official | |
| 111 | claude-fable-5.1 | 0.6563 | official | |
| 112 | olmo-3.1-32b-think | 0.6629 | official | |
| 113 | llama-3.2-1b-instruct | 0.6634 | official | |
| 114 | mistral-small-4 | 0.665 | official | |
| 115 | ernie-4.5-300b-a47b | 0.6693 | official | |
| 116 | llama-nemotron-super-49b-v1.5 | 0.6726 | official | |
| 117 | kat-coder-pro-v1 | 0.6736 | official | |
| 118 | glm-4.6 | 0.6757 | official | |
| 119 | inkling | 0.6766 | official | |
| 120 | mistral-large-2 | 0.6768 | official | |
| 121 | grok-4-fast | 0.6827 | official | |
| 122 | minimax-m2.1 | 0.6854 | official | |
| 123 | glm-5v-turbo | 0.688 | official | |
| 124 | lfm2-24b-a2b | 0.6903 | official | |
| 125 | jamba-reasoning-3b | 0.6904 | official | |
| 126 | gpt-4 | 0.6941 | official | |
| 127 | nova-2.0-pro | 0.6952 | official | |
| 128 | o1 | 0.6963 | official | |
| 129 | glm-4.5 | 0.7015 | official | |
| 130 | k2-think-v2 | 0.7117 | official | |
| 131 | llama-3.1-nemotron-instruct-70b | 0.7126 | official | |
| 132 | gemini-2.5-flash-lite | 0.7171 | official | |
| 133 | nova-premier | 0.7192 | official | |
| 134 | kimi-k2 | 0.7267 | official | |
| 135 | olmo-3.1-32b-instruct | 0.7324 | official | |
| 136 | gpt-5.2-codex | 0.7336 | official | |
| 137 | gemma-4-12b | 0.7341 | official | |
| 138 | grok-4.1-fast | 0.7341 | official | |
| 139 | llama-3.3-nemotron-super-49b | 0.7369 | official | |
| 140 | hy3 | 0.7413 | official | |
| 141 | qwen3.5-2b | 0.7424 | official | |
| 142 | deepseek-v3.1-terminus | 0.7483 | official | |
| 143 | gpt-5.6-luna | 0.75 | official | |
| 144 | qwen3.5-27b | 0.7513 | official | |
| 145 | longcat-2.0 | 0.7539 | official | |
| 146 | gpt-5-codex | 0.7542 | official | |
| 147 | qwen3-14b-instruct | 0.7582 | official | |
| 148 | k2-v2 | 0.7604 | official | |
| 149 | granite-4.0-350m | 0.7613 | official | |
| 150 | mistral-small-3.2 | 0.7681 | official | |
| 151 | gpt-5.1-codex | 0.772 | official | |
| 152 | command-a | 0.7732 | official | |
| 153 | qwen3-235b-a22b-instruct | 0.774 | official | |
| 154 | mistral-small-3.1 | 0.7756 | official | |
| 155 | nova-pro | 0.7771 | official | |
| 156 | phi-4-mini | 0.7799 | official | |
| 157 | llama-3.1-70b-instruct | 0.7821 | official | |
| 158 | apodex-1.1 | 0.7843 | official | |
| 159 | gpt-5 | 0.7902 | official | |
| 160 | grok-code-fast-1 | 0.7929 | official | |
| 161 | llama-4-scout | 0.7935 | official | |
| 162 | exaone-4.5-33b | 0.7992 | official | |
| 163 | doubao-seed-code | 0.7999 | official | |
| 164 | cogito-v2.1 | 0.8016 | official | |
| 165 | ministral-3-3b | 0.8019 | official | |
| 166 | hermes-4-llama-3.1-405b | 0.8023 | official | |
| 167 | qwen3-coder-30b-a3b-instruct | 0.803 | official | |
| 168 | o4-mini | 0.8045 | official | |
| 169 | claude-3-haiku | 0.8045 | official | |
| 170 | tri-21b-think-preview | 0.8053 | official | |
| 171 | qwen3-30b-a3b-instruct | 0.8073 | official | |
| 172 | o3-mini | 0.8108 | official | |
| 173 | deepseek-r1-distill-llama-70b | 0.8109 | official | |
| 174 | hyperclova-x-seed-think-32b | 0.8119 | official | |
| 175 | phi-4 | 0.8119 | official | |
| 176 | llama-3.1-nemotron-ultra-253b-v1 | 0.8123 | official | |
| 177 | mistral-7b-instruct | 0.8126 | official | |
| 178 | lfm2.1-2b | 0.8138 | official | |
| 179 | mistral-medium-3.5 | 0.8159 | official | |
| 180 | devstral-small | 0.8162 | official | |
| 181 | granite-4.0-h-nano-1b | 0.8172 | official | |
| 182 | qwen3-4b-instruct | 0.8174 | official | |
| 183 | llama-3.2-instruct-11b-vision | 0.8188 | official | |
| 184 | muse-glimmer | 0.8194 | official | |
| 185 | gemma-4-31b-it | 0.8195 | official | |
| 186 | exaone-4.0-32b | 0.821 | official | |
| 187 | qwen3-32b-instruct | 0.8212 | official | |
| 188 | gemma-3-1b | 0.8229 | official | |
| 189 | hypernova-60b | 0.8233 | official | |
| 190 | kimi-k2.7-code | 0.8238 | official | |
| 191 | deepseek-v3.1 | 0.8251 | official | |
| 192 | gpt-4.1-nano | 0.8256 | official | |
| 193 | gpt-5.4 | 0.8258 | official | |
| 194 | gemini-2.5-flash | 0.826 | official | |
| 195 | gemini-3.1-flash-lite | 0.8266 | official | |
| 196 | hermes-4-llama-3.1-70b | 0.8268 | official | |
| 197 | qwen3.5-397b-a17b | 0.8269 | official | |
| 198 | apertus-70b-instruct | 0.8282 | official | |
| 199 | north-mini-code | 0.8321 | official | |
| 200 | nemotron-3-nano-30b-a3b | 0.8327 | official | |
| 201 | step-3-vl-10b | 0.8332 | official | |
| 202 | magistral-small | 0.8345 | official | |
| 203 | deepseek-r1 | 0.8345 | official | |
| 204 | qwen3.5-9b | 0.8361 | official | |
| 205 | qwen3-vl-32b | 0.8368 | official | |
| 206 | muse-spark | 0.8419 | official | |
| 207 | mistral-medium-3.1 | 0.8458 | official | |
| 208 | nova-2.0-omni | 0.847 | official | |
| 209 | glm-4.5v | 0.8478 | official | |
| 210 | step-3.7-flash | 0.8498 | official | |
| 211 | qwen3-vl-235b-a22b | 0.8515 | official | |
| 212 | deepseek-v3.2 | 0.8518 | official | |
| 213 | devstral-2 | 0.8527 | official | |
| 214 | apriel-v1.5-15b-thinker | 0.8528 | official | |
| 215 | ring-2.6-1t | 0.8533 | official | |
| 216 | nemotron-cascade-2-30b-a3b | 0.8536 | official | |
| 217 | tri-21b-think-v0.5 | 0.8542 | official | |
| 218 | qwen3.5-35b-a3b | 0.8543 | official | |
| 219 | qwen2.5-72b-instruct | 0.8546 | official | |
| 220 | nemotron-3-nano-omni-30b-a3b | 0.8565 | official | |
| 221 | olmo-3-32b-think | 0.8567 | official | |
| 222 | k2-horizon-0.9b | 0.8569 | official | |
| 223 | deepseek-v3 | 0.8586 | official | |
| 224 | nova-2.0-lite | 0.8587 | official | |
| 225 | trinity-large | 0.8589 | official | |
| 226 | mistral-large-3 | 0.8596 | official | |
| 227 | gemini-2.0-flash | 0.8624 | official | |
| 228 | deepseek-r1-qwen3-8b | 0.8635 | official | |
| 229 | seed-oss-36b-instruct | 0.8639 | official | |
| 230 | gemma-4-26b-a4b-it | 0.8644 | official | |
| 231 | qwen3-30b-a3b | 0.8654 | official | |
| 232 | qwen3.5-4b | 0.8655 | official | |
| 233 | gpt-oss-20b | 0.8671 | official | |
| 234 | nemotron-3-super-120b-a12b | 0.8696 | official | |
| 235 | ernie-5.0-thinking-preview | 0.8701 | official | |
| 236 | qwen3-next-80b-a3b | 0.8701 | official | |
| 237 | qwen3.5-122b-a10b | 0.8709 | official | |
| 238 | granite-4.1-8b | 0.8713 | official | |
| 239 | devstral-small-2 | 0.8729 | official | |
| 240 | grok-3 | 0.8732 | official | |
| 241 | hy3-preview | 0.874 | official | |
| 242 | llama-3-70b-instruct | 0.8754 | official | |
| 243 | intellect-3 | 0.8759 | official | |
| 244 | granite-4.0-h-small | 0.8785 | official | |
| 245 | deepseek-v4-pro | 0.8785 | official | |
| 246 | gpt-5.6-terra | 0.8788 | official | |
| 247 | gpt-5.5 | 0.8804 | official | |
| 248 | granite-4.0-h-350m | 0.8806 | official | |
| 249 | agnes-2.5-pro-alpha | 0.8807 | official | |
| 250 | o3 | 0.8809 | official | |
| 251 | minimax-m2.5 | 0.8812 | official | |
| 252 | solar-pro-3 | 0.8822 | official | |
| 253 | step-3.5-flash | 0.8849 | official | |
| 254 | nvidia-nemotron-3-nano-4b | 0.8857 | official | |
| 255 | falcon-h1r-7b | 0.8877 | official | |
| 256 | k-exaone | 0.8884 | official | |
| 257 | llama-4-maverick | 0.8888 | official | |
| 258 | deepseek-v4-flash | 0.8897 | official | |
| 259 | qwen3-omni-30b-a3b | 0.8899 | official | |
| 260 | deepseek-v3.2-speciale | 0.8915 | official | |
| 261 | gpt-5.3-codex | 0.8918 | official | |
| 262 | gpt-5.6-sol | 0.8942 | official | |
| 263 | ling-flash-2.0 | 0.8948 | official | |
| 264 | solar-open-100b | 0.8965 | official | |
| 265 | lfm2.5-1.2b-instruct | 0.8973 | official | |
| 266 | ring-1t | 0.8975 | official | |
| 267 | qwen3-vl-30b-a3b | 0.8977 | official | |
| 268 | llama-3-8b-instruct | 0.8979 | official | |
| 269 | gpt-5.4-mini | 0.8985 | official | |
| 270 | qwen3-max | 0.8992 | official | |
| 271 | qwen3-max-preview | 0.8993 | official | |
| 272 | gemini-3-pro-preview | 0.9 | official | |
| 273 | ring-flash-2.0 | 0.9007 | official | |
| 274 | llama-3.3-70b-instruct | 0.9021 | official | |
| 275 | motif-2-12.7b | 0.9059 | official | |
| 276 | sarvam-m | 0.9064 | official | |
| 277 | qwen3-8b-instruct | 0.9074 | official | |
| 278 | gpt-oss-120b | 0.9082 | official | |
| 279 | diffusiongemma-26b-a4b | 0.9089 | official | |
| 280 | gemini-2.5-pro | 0.9089 | official | |
| 281 | minimax-m2 | 0.909 | official | |
| 282 | qwen3-0.6b-instruct | 0.9094 | official | |
| 283 | qwen3-vl-8b-instruct | 0.9101 | official | |
| 284 | molmo2-8b | 0.911 | official | |
| 285 | olmo-3-7b-instruct | 0.9122 | official | |
| 286 | mercury-2 | 0.9122 | official | |
| 287 | reka-flash-3 | 0.9127 | official | |
| 288 | jt-mini | 0.913 | official | |
| 289 | qwen3-vl-8b | 0.9141 | official | |
| 290 | deepseek-v4-flash-vision | 0.9148 | official | |
| 291 | minimax-m1-80k | 0.9153 | official | |
| 292 | qwen3-vl-235b-a22b-instruct | 0.9155 | official | |
| 293 | deepseek-v4-flash-0731 | 0.917 | official | |
| 294 | exaone-4.0-1.2b | 0.9174 | official | |
| 295 | qwen3-vl-4b | 0.9182 | official | |
| 296 | qwen3-vl-32b-instruct | 0.9182 | official | |
| 297 | apriel-v1.6-15b-thinker | 0.9193 | official | |
| 298 | gemma-3-27b-it | 0.9209 | official | |
| 299 | lfm2-8b-a1b | 0.923 | official | |
| 300 | nvidia-nemotron-nano-12b-v2-vl | 0.9235 | official | |
| 301 | gemini-3-flash-preview | 0.9241 | official | |
| 302 | ministral-3-14b | 0.9252 | official | |
| 303 | gpt-4.1-mini | 0.9272 | official | |
| 304 | qwen3-next-80b-a3b-instruct | 0.9275 | official | |
| 305 | celeris-1 | 0.9275 | official | |
| 306 | ling-2.6-1t | 0.9283 | official | |
| 307 | glm-4.5-air | 0.9288 | official | |
| 308 | glm-4.7 | 0.9291 | official | |
| 309 | solar-pro-2 | 0.9303 | official | |
| 310 | grok-build-0.1 | 0.9312 | official | |
| 311 | olmo-3-7b-think | 0.9321 | official | |
| 312 | gpt-4.1 | 0.9331 | official | |
| 313 | gemma-3n-e2b | 0.9338 | official | |
| 314 | qwen3.5-omni-flash | 0.934 | official | |
| 315 | sarvam-105b | 0.9343 | official | |
| 316 | granite-4.0-nano-1b | 0.9352 | official | |
| 317 | qwen3-vl-30b-a3b-instruct | 0.9366 | official | |
| 318 | qwen3-coder-next | 0.9368 | official | |
| 319 | glm-4.7-flash | 0.9394 | official | |
| 320 | ministral-3-8b | 0.9416 | official | |
| 321 | mi-dm-k-2.5-pro | 0.9427 | official | |
| 322 | ling-1t | 0.9473 | official | |
| 323 | qwen3-1.7b-instruct | 0.9481 | official | |
| 324 | deepseek-v4-pro-0813 | 0.9483 | official | |
| 325 | nex-n2-pro | 0.9491 | official | |
| 326 | granite-4.1-30b | 0.9498 | official | |
| 327 | jamba-1.7-large | 0.9507 | official | |
| 328 | granite-4.1-3b | 0.9508 | official | |
| 329 | jamba-1.7-mini | 0.951 | official | |
| 330 | lfm2.5-vl-1.6b | 0.9574 | official | |
| 331 | granite-4.0-micro | 0.9577 | official | |
| 332 | ling-mini-2.0 | 0.9587 | official | |
| 333 | minicpm-v4.6-1.3b | 0.9607 | official | |
| 334 | apertus-8b-instruct | 0.9614 | official | |
| 335 | longcat-flash-lite | 0.9616 | official | |
| 336 | tiny-aya-global | 0.962 | official | |
| 337 | granite-3.3-8b-instruct | 0.9622 | official | |
| 338 | sarvam-30b | 0.9628 | official | |
| 339 | deepseek-v4.1-flash | 0.9646 | official | |
| 340 | ling-2.6-flash | 0.9672 | official | |
| 341 | gemma-3n-e4b-it | 0.9707 | official | |
| 342 | gemma-3-12b | 0.974 | official | |
| 343 | qwen3-vl-4b-instruct | 0.9742 | official | |
| 344 | qwen3-omni-30b-a3b-instruct | 0.9759 | official | |
| 345 | gemma-3-4b | 0.9821 | official |